NDLI: Study on improved cuckoo search algorithm applied in parameters estimation of multi-layer soil: 1D and 3D

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Study on improved cuckoo search algorithm applied in parameters estimation of multi-layer soil: 1D and 3D

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Study on improved cuckoo search algorithm applied in parameters estimation of multi-layer soil: 1D and 3D

Content Provider	IET Digital Library
Author	Zhang, Dong Zhou, Lijun Huang, Lin Chen, Xue Zhang, Jinfu Guo, Lei
Abstract	In this study, an improved cuckoo search (ICS) algorithm is presented to solve the parameter estimation problem of soil structure. For 1D soil parameters estimation, the objective function is constructed based on the relative root-mean-square error between measured and calculated soil apparent resistivity curves. The ICS algorithm extends the search range of soil model parameters through variable control parameters. Optimal resistivity and thickness of each layer are obtained by several different algorithms under the same test conditions based on two known four-layer soil models without noise. The results show that the ICS algorithm performs better in minimising error. This study also tests the optimisation performance of the ICS algorithm in two actual high-quality data cases, comparative results of the ICS algorithm and existing literature validate the effectiveness and accuracy of ICS. Moreover, in order to make soil estimation results more visible in a specific area, the combination of the proposed estimated algorithm and a new arrangement way of measurement lines is proposed to estimate 3D soil electric parameter structure in Chengdu, China.
Starting Page	844
Ending Page	852
Page Count	9
ISSN	17518822
Volume Number	14
e-ISSN	17518830
Issue Number	Issue 7, Sep (2020)
Alternate Webpage(s)	https://digital-library.theiet.org/content/journals/iet-smt/14/7
Alternate Webpage(s)	https://digital-library.theiet.org/content/journals/10.1049/iet-smt.2020.0059
Journal	IET Science, Measurement & Technology
Publisher Date	2020-06-03
Access Restriction	Open
Rights Holder	© The Institution of Engineering and Technology
Subject Keyword	1D Soil Parameters Estimation 3D Soil Electric Parameter Structure Estimated Algorithm Four-layer Soil Model ICS Algorithm Improved Cuckoo Search Algorithm Interpolation And Function Approximation Mean Square Error Method Measured Calculated Soil Apparent Resistivity Curves Multilayer Soil Numerical Analysis Numerical Approximation And Analysis Optimisation Optimisation Technique Parameter Estimation Parameter Estimation Problem Relative Root-mean-square Error Search Problem Search Range Soil Soil Estimation Result Soil Model Parameter Soil Structure Variable Control Parameter
Content Type	Text
Resource Type	Article
Subject	Atomic and Molecular Physics, and Optics Electrical and Electronic Engineering

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